Upload folder using huggingface_hub
Browse files- .gitattributes +12 -0
- Arch-Router-1.5B-Q2_K.gguf +3 -0
- Arch-Router-1.5B-Q3_K_L.gguf +3 -0
- Arch-Router-1.5B-Q3_K_M.gguf +3 -0
- Arch-Router-1.5B-Q3_K_S.gguf +3 -0
- Arch-Router-1.5B-Q4_0.gguf +3 -0
- Arch-Router-1.5B-Q4_K_M.gguf +3 -0
- Arch-Router-1.5B-Q4_K_S.gguf +3 -0
- Arch-Router-1.5B-Q5_0.gguf +3 -0
- Arch-Router-1.5B-Q5_K_M.gguf +3 -0
- Arch-Router-1.5B-Q5_K_S.gguf +3 -0
- Arch-Router-1.5B-Q6_K.gguf +3 -0
- Arch-Router-1.5B-Q8_0.gguf +3 -0
- README.md +159 -0
.gitattributes
CHANGED
|
@@ -33,3 +33,15 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
Arch-Router-1.5B-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
Arch-Router-1.5B-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
Arch-Router-1.5B-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
|
| 39 |
+
Arch-Router-1.5B-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
|
| 40 |
+
Arch-Router-1.5B-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
|
| 41 |
+
Arch-Router-1.5B-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
|
| 42 |
+
Arch-Router-1.5B-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
|
| 43 |
+
Arch-Router-1.5B-Q5_0.gguf filter=lfs diff=lfs merge=lfs -text
|
| 44 |
+
Arch-Router-1.5B-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
|
| 45 |
+
Arch-Router-1.5B-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
|
| 46 |
+
Arch-Router-1.5B-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
|
| 47 |
+
Arch-Router-1.5B-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
|
Arch-Router-1.5B-Q2_K.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5e27ef9f2a3caad9604b0aa3344d90fb7ed51f328311ac1879db5ff507e6e30b
|
| 3 |
+
size 676304992
|
Arch-Router-1.5B-Q3_K_L.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fac9317dc5eff54024ddc153f3e5fbd0d40f89013c96e1cf046eaf53ce6590d8
|
| 3 |
+
size 880162912
|
Arch-Router-1.5B-Q3_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:11755f8c5d54b479115ba4170976e9d690b945b25aef63a2d35b357a16bf13be
|
| 3 |
+
size 824178784
|
Arch-Router-1.5B-Q3_K_S.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:455baff9e50d8eeb560e73fe0b38977c57df621d9f6d678c841e5c25cdc86a6a
|
| 3 |
+
size 760944736
|
Arch-Router-1.5B-Q4_0.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:81979b12b2dff65875d9b8953fbe515d701e8a886230e4b9d49e63383dface81
|
| 3 |
+
size 934955104
|
Arch-Router-1.5B-Q4_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:75b9d5e6dc8506c8b60d07e941ef130df305a5d255b2c0f2983bf1aea4e1e985
|
| 3 |
+
size 986048608
|
Arch-Router-1.5B-Q4_K_S.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b67f60186c5d1730c63ebbf9dcf3b6bccc12e8db04ab3e2eef492be4bd760fd3
|
| 3 |
+
size 940312672
|
Arch-Router-1.5B-Q5_0.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:39af08b3143b8b37992308f54753a8126049ce161acfec27bea35ebd4301b4c9
|
| 3 |
+
size 1098729568
|
Arch-Router-1.5B-Q5_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:81074984f6b51a31c2f6d2f2a446486d4e1a6a8eeed23141f79e22724ba108d4
|
| 3 |
+
size 1125050464
|
Arch-Router-1.5B-Q5_K_S.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:251e19a9edc3a6b3cd3725a8ef91e4a008659217756f3b1e2bdba964a04046ba
|
| 3 |
+
size 1098729568
|
Arch-Router-1.5B-Q6_K.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:42bc2d468dd1f2d638f3de1ece81be440908e1aa552fc37f33d33f8f99f4965d
|
| 3 |
+
size 1272739936
|
Arch-Router-1.5B-Q8_0.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4e199e1095acde7fdffd7346dfe85f12bc8105238f9e2ecab7a1ab054c75bfc6
|
| 3 |
+
size 1646573152
|
README.md
ADDED
|
@@ -0,0 +1,159 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
base_model: katanemo/Arch-Router-1.5B
|
| 3 |
+
language:
|
| 4 |
+
- en
|
| 5 |
+
library_name: transformers
|
| 6 |
+
license: other
|
| 7 |
+
license_name: katanemo-research
|
| 8 |
+
license_link: https://huggingface.co/katanemo/Arch-Router-1.5B/blob/main/LICENSE
|
| 9 |
+
pipeline_tag: text-generation
|
| 10 |
+
tags:
|
| 11 |
+
- routing
|
| 12 |
+
- preference
|
| 13 |
+
- arxiv:2506.16655
|
| 14 |
+
- llm
|
| 15 |
+
- TensorBlock
|
| 16 |
+
- GGUF
|
| 17 |
+
paper: https://arxiv.org/abs/2506.16655
|
| 18 |
+
---
|
| 19 |
+
|
| 20 |
+
<div style="width: auto; margin-left: auto; margin-right: auto">
|
| 21 |
+
<img src="https://i.imgur.com/jC7kdl8.jpeg" alt="TensorBlock" style="width: 100%; min-width: 400px; display: block; margin: auto;">
|
| 22 |
+
</div>
|
| 23 |
+
|
| 24 |
+
[](https://tensorblock.co)
|
| 25 |
+
[](https://twitter.com/tensorblock_aoi)
|
| 26 |
+
[](https://discord.gg/Ej5NmeHFf2)
|
| 27 |
+
[](https://github.com/TensorBlock)
|
| 28 |
+
[](https://t.me/TensorBlock)
|
| 29 |
+
|
| 30 |
+
|
| 31 |
+
## katanemo/Arch-Router-1.5B - GGUF
|
| 32 |
+
|
| 33 |
+
<div style="text-align: left; margin: 20px 0;">
|
| 34 |
+
<a href="https://discord.com/invite/Ej5NmeHFf2" style="display: inline-block; padding: 10px 20px; background-color: #5865F2; color: white; text-decoration: none; border-radius: 5px; font-weight: bold;">
|
| 35 |
+
Join our Discord to learn more about what we're building β
|
| 36 |
+
</a>
|
| 37 |
+
</div>
|
| 38 |
+
|
| 39 |
+
This repo contains GGUF format model files for [katanemo/Arch-Router-1.5B](https://huggingface.co/katanemo/Arch-Router-1.5B).
|
| 40 |
+
|
| 41 |
+
The files were quantized using machines provided by [TensorBlock](https://tensorblock.co/), and they are compatible with llama.cpp as of [commit b5753](https://github.com/ggml-org/llama.cpp/commit/73e53dc834c0a2336cd104473af6897197b96277).
|
| 42 |
+
|
| 43 |
+
## Our projects
|
| 44 |
+
<table border="1" cellspacing="0" cellpadding="10">
|
| 45 |
+
<tr>
|
| 46 |
+
<th colspan="2" style="font-size: 25px;">Forge</th>
|
| 47 |
+
</tr>
|
| 48 |
+
<tr>
|
| 49 |
+
<th colspan="2">
|
| 50 |
+
<img src="https://imgur.com/faI5UKh.jpeg" alt="Forge Project" width="900"/>
|
| 51 |
+
</th>
|
| 52 |
+
</tr>
|
| 53 |
+
<tr>
|
| 54 |
+
<th colspan="2">An OpenAI-compatible multi-provider routing layer.</th>
|
| 55 |
+
</tr>
|
| 56 |
+
<tr>
|
| 57 |
+
<th colspan="2">
|
| 58 |
+
<a href="https://github.com/TensorBlock/forge" target="_blank" style="
|
| 59 |
+
display: inline-block;
|
| 60 |
+
padding: 8px 16px;
|
| 61 |
+
background-color: #FF7F50;
|
| 62 |
+
color: white;
|
| 63 |
+
text-decoration: none;
|
| 64 |
+
border-radius: 6px;
|
| 65 |
+
font-weight: bold;
|
| 66 |
+
font-family: sans-serif;
|
| 67 |
+
">π Try it now! π</a>
|
| 68 |
+
</th>
|
| 69 |
+
</tr>
|
| 70 |
+
|
| 71 |
+
<tr>
|
| 72 |
+
<th style="font-size: 25px;">Awesome MCP Servers</th>
|
| 73 |
+
<th style="font-size: 25px;">TensorBlock Studio</th>
|
| 74 |
+
</tr>
|
| 75 |
+
<tr>
|
| 76 |
+
<th><img src="https://imgur.com/2Xov7B7.jpeg" alt="MCP Servers" width="450"/></th>
|
| 77 |
+
<th><img src="https://imgur.com/pJcmF5u.jpeg" alt="Studio" width="450"/></th>
|
| 78 |
+
</tr>
|
| 79 |
+
<tr>
|
| 80 |
+
<th>A comprehensive collection of Model Context Protocol (MCP) servers.</th>
|
| 81 |
+
<th>A lightweight, open, and extensible multi-LLM interaction studio.</th>
|
| 82 |
+
</tr>
|
| 83 |
+
<tr>
|
| 84 |
+
<th>
|
| 85 |
+
<a href="https://github.com/TensorBlock/awesome-mcp-servers" target="_blank" style="
|
| 86 |
+
display: inline-block;
|
| 87 |
+
padding: 8px 16px;
|
| 88 |
+
background-color: #FF7F50;
|
| 89 |
+
color: white;
|
| 90 |
+
text-decoration: none;
|
| 91 |
+
border-radius: 6px;
|
| 92 |
+
font-weight: bold;
|
| 93 |
+
font-family: sans-serif;
|
| 94 |
+
">π See what we built π</a>
|
| 95 |
+
</th>
|
| 96 |
+
<th>
|
| 97 |
+
<a href="https://github.com/TensorBlock/TensorBlock-Studio" target="_blank" style="
|
| 98 |
+
display: inline-block;
|
| 99 |
+
padding: 8px 16px;
|
| 100 |
+
background-color: #FF7F50;
|
| 101 |
+
color: white;
|
| 102 |
+
text-decoration: none;
|
| 103 |
+
border-radius: 6px;
|
| 104 |
+
font-weight: bold;
|
| 105 |
+
font-family: sans-serif;
|
| 106 |
+
">π See what we built π</a>
|
| 107 |
+
</th>
|
| 108 |
+
</tr>
|
| 109 |
+
</table>
|
| 110 |
+
|
| 111 |
+
## Prompt template
|
| 112 |
+
|
| 113 |
+
```
|
| 114 |
+
<|im_start|>system
|
| 115 |
+
{system_prompt}<|im_end|>
|
| 116 |
+
<|im_start|>user
|
| 117 |
+
{prompt}<|im_end|>
|
| 118 |
+
<|im_start|>assistant
|
| 119 |
+
```
|
| 120 |
+
|
| 121 |
+
## Model file specification
|
| 122 |
+
|
| 123 |
+
| Filename | Quant type | File Size | Description |
|
| 124 |
+
| -------- | ---------- | --------- | ----------- |
|
| 125 |
+
| [Arch-Router-1.5B-Q2_K.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q2_K.gguf) | Q2_K | 0.676 GB | smallest, significant quality loss - not recommended for most purposes |
|
| 126 |
+
| [Arch-Router-1.5B-Q3_K_S.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q3_K_S.gguf) | Q3_K_S | 0.761 GB | very small, high quality loss |
|
| 127 |
+
| [Arch-Router-1.5B-Q3_K_M.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q3_K_M.gguf) | Q3_K_M | 0.824 GB | very small, high quality loss |
|
| 128 |
+
| [Arch-Router-1.5B-Q3_K_L.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q3_K_L.gguf) | Q3_K_L | 0.880 GB | small, substantial quality loss |
|
| 129 |
+
| [Arch-Router-1.5B-Q4_0.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q4_0.gguf) | Q4_0 | 0.935 GB | legacy; small, very high quality loss - prefer using Q3_K_M |
|
| 130 |
+
| [Arch-Router-1.5B-Q4_K_S.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q4_K_S.gguf) | Q4_K_S | 0.940 GB | small, greater quality loss |
|
| 131 |
+
| [Arch-Router-1.5B-Q4_K_M.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q4_K_M.gguf) | Q4_K_M | 0.986 GB | medium, balanced quality - recommended |
|
| 132 |
+
| [Arch-Router-1.5B-Q5_0.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q5_0.gguf) | Q5_0 | 1.099 GB | legacy; medium, balanced quality - prefer using Q4_K_M |
|
| 133 |
+
| [Arch-Router-1.5B-Q5_K_S.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q5_K_S.gguf) | Q5_K_S | 1.099 GB | large, low quality loss - recommended |
|
| 134 |
+
| [Arch-Router-1.5B-Q5_K_M.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q5_K_M.gguf) | Q5_K_M | 1.125 GB | large, very low quality loss - recommended |
|
| 135 |
+
| [Arch-Router-1.5B-Q6_K.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q6_K.gguf) | Q6_K | 1.273 GB | very large, extremely low quality loss |
|
| 136 |
+
| [Arch-Router-1.5B-Q8_0.gguf](https://huggingface.co/tensorblock/katanemo_Arch-Router-1.5B-GGUF/blob/main/Arch-Router-1.5B-Q8_0.gguf) | Q8_0 | 1.647 GB | very large, extremely low quality loss - not recommended |
|
| 137 |
+
|
| 138 |
+
|
| 139 |
+
## Downloading instruction
|
| 140 |
+
|
| 141 |
+
### Command line
|
| 142 |
+
|
| 143 |
+
Firstly, install Huggingface Client
|
| 144 |
+
|
| 145 |
+
```shell
|
| 146 |
+
pip install -U "huggingface_hub[cli]"
|
| 147 |
+
```
|
| 148 |
+
|
| 149 |
+
Then, downoad the individual model file the a local directory
|
| 150 |
+
|
| 151 |
+
```shell
|
| 152 |
+
huggingface-cli download tensorblock/katanemo_Arch-Router-1.5B-GGUF --include "Arch-Router-1.5B-Q2_K.gguf" --local-dir MY_LOCAL_DIR
|
| 153 |
+
```
|
| 154 |
+
|
| 155 |
+
If you wanna download multiple model files with a pattern (e.g., `*Q4_K*gguf`), you can try:
|
| 156 |
+
|
| 157 |
+
```shell
|
| 158 |
+
huggingface-cli download tensorblock/katanemo_Arch-Router-1.5B-GGUF --local-dir MY_LOCAL_DIR --local-dir-use-symlinks False --include='*Q4_K*gguf'
|
| 159 |
+
```
|